Skip to main content
Erschienen in: Minds and Machines 4/2010

01.11.2010

Story Planning: Creativity Through Exploration, Retrieval, and Analogical Transformation

verfasst von: Mark O. Riedl

Erschienen in: Minds and Machines | Ausgabe 4/2010

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Storytelling is a pervasive part of our daily lives and culture. The task of creating stories for the purposes of entertaining, educating, and training has traditionally been the purview of humans. This sets up the conditions for a creative authoring bottleneck where the consumption of stories outpaces the production of stories by human professional creators. The automation of story creation may scale up the ability to produce and deliver novel, meaningful story artifacts. From this practical perspective, story generation systems replicate the creative abilities of humans and can thus be considered instances of computational creativity. Computational systems that are purported to be creative typically utilize one of three general approaches: exploration of a space of concepts, combination of concepts, and transformation of concepts. In this article we present an approach to story generation that utilize exploration, combination, and transformation. Our approach, implemented in the Vignette Based Partial Order Causal Link story planner, is an algorithm that searches through a space of possible story solutions, guided by combinations of existing story fragments called vignettes. The vignettes are made relevant to novel story generation contexts through an automated transformation pre-process. Through these processes, we show that story generation can incorporate multiple perspectives on computational creativity. Our approach is presented at both the theoretical and technical levels.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
See Green and Brock (2000) for an argument about the persuasive properties of narrative.
 
Literatur
Zurück zum Zitat Aamodt, A., & Plaza, E. (1994). Case-based reasoning: Foundational issues, methodological variations, and system approaches. Artificial Intelligence Communications, 7(1), 39–59. Aamodt, A., & Plaza, E. (1994). Case-based reasoning: Foundational issues, methodological variations, and system approaches. Artificial Intelligence Communications, 7(1), 39–59.
Zurück zum Zitat Aristotle (1992). The Poetics (T. Buckley, Trans.). Buffalo, NY: Prometheus Books. (Original published 350 B.C.E.). Aristotle (1992). The Poetics (T. Buckley, Trans.). Buffalo, NY: Prometheus Books. (Original published 350 B.C.E.).
Zurück zum Zitat Bal, M. (1998). Narratology: An introduction to the theory of narrative. Toronto: University of Toronto Press. Bal, M. (1998). Narratology: An introduction to the theory of narrative. Toronto: University of Toronto Press.
Zurück zum Zitat Baumeister, R. F., & Newman, L. S. (1994). How stories make sense of personal experiences: Motives that shape autobiographical narratives. Personality and Social Psychology Bulletin, 20(6), 676–690. Baumeister, R. F., & Newman, L. S. (1994). How stories make sense of personal experiences: Motives that shape autobiographical narratives. Personality and Social Psychology Bulletin, 20(6), 676–690.
Zurück zum Zitat Blair, D., & Meyer, T. (1997). Tools for an interactive virtual cinema. In R. Trappl & P. Petta (Eds.), Creating personalities for synthetic actors: Towards autonomous personality agents. Berlin: Springer. Blair, D., & Meyer, T. (1997). Tools for an interactive virtual cinema. In R. Trappl & P. Petta (Eds.), Creating personalities for synthetic actors: Towards autonomous personality agents. Berlin: Springer.
Zurück zum Zitat Boden, M. (2004). The creative mind: Myths and mechanisms (2nd ed.). London: Routledge. Boden, M. (2004). The creative mind: Myths and mechanisms (2nd ed.). London: Routledge.
Zurück zum Zitat Boden, M. (2009). Computer models of creativity. AI Magazine, 30(3), 23–34. Boden, M. (2009). Computer models of creativity. AI Magazine, 30(3), 23–34.
Zurück zum Zitat Britanik, J., & Marefat, M. (2004). CBPOP: A domain-independent multi-case reuse planners. Computational Intelligence, 20. Britanik, J., & Marefat, M. (2004). CBPOP: A domain-independent multi-case reuse planners. Computational Intelligence, 20.
Zurück zum Zitat Bruner, J. (1990). Acts of meaning. Cambridge: Harvard University Press. Bruner, J. (1990). Acts of meaning. Cambridge: Harvard University Press.
Zurück zum Zitat Dehn, N. (1981). Story generation after TALE-SPIN. In Proceedings of the 7th international joint conference on artificial intelligence. Dehn, N. (1981). Story generation after TALE-SPIN. In Proceedings of the 7th international joint conference on artificial intelligence.
Zurück zum Zitat Elson, D., & McKeown, K. (2007). A platform for symbolically encoding human narratives. In Proceedings of the AAAI fall symposium on intelligent narrative technologies. Elson, D., & McKeown, K. (2007). A platform for symbolically encoding human narratives. In Proceedings of the AAAI fall symposium on intelligent narrative technologies.
Zurück zum Zitat Etzioni, O., Banko, M., & Cafarella, M. (2007). Machine reading. In Proceedings of the AAAI spring symposium on machine reading. Etzioni, O., Banko, M., & Cafarella, M. (2007). Machine reading. In Proceedings of the AAAI spring symposium on machine reading.
Zurück zum Zitat Falkenhainer, B., Forbus, K., & Gentner, D. (1989). The structure-mapping engine: Algorithms and examples. Artificial Intelligence, 41, 1–63.MATHCrossRef Falkenhainer, B., Forbus, K., & Gentner, D. (1989). The structure-mapping engine: Algorithms and examples. Artificial Intelligence, 41, 1–63.MATHCrossRef
Zurück zum Zitat Fitzgerald, A., Kahlon, G., & Riedl, M. O. (2009). A computational model of emotional response to stories. In Proceedings of the 2nd joint international conference on interactive digital storytelling. Fitzgerald, A., Kahlon, G., & Riedl, M. O. (2009). A computational model of emotional response to stories. In Proceedings of the 2nd joint international conference on interactive digital storytelling.
Zurück zum Zitat Francis, A., & Ram, A. (1995). A domain-independent algorithm for multi-plan adaptation and merging in least-commitment planners. In AAAI fall symposium on adaptation of knowledge for reuse. Francis, A., & Ram, A. (1995). A domain-independent algorithm for multi-plan adaptation and merging in least-commitment planners. In AAAI fall symposium on adaptation of knowledge for reuse.
Zurück zum Zitat Gerrig, R. (1994). Narrative thought?. Personality and Social Psychology Bulletin, 20(6), 712–715.CrossRef Gerrig, R. (1994). Narrative thought?. Personality and Social Psychology Bulletin, 20(6), 712–715.CrossRef
Zurück zum Zitat Gerrig, R. J. (1993). Experiencing narrative worlds: On the psychological activities of reading. New Haven: Yale University Press. Gerrig, R. J. (1993). Experiencing narrative worlds: On the psychological activities of reading. New Haven: Yale University Press.
Zurück zum Zitat Gervás, P., Díaz-Agudo, B., Peinado, F., & Hervás, R. (2005). Story plot generation based on CBR. Journal of Knowledge-Based Systems, 18, 4–5. Gervás, P., Díaz-Agudo, B., Peinado, F., & Hervás, R. (2005). Story plot generation based on CBR. Journal of Knowledge-Based Systems, 18, 4–5.
Zurück zum Zitat Graesser, A., Lang, K. L., & Roberts, R. M. (1991). Question answering in the context of stories. Journal of Experimental Psychology: General, 120(3), 254–277.CrossRef Graesser, A., Lang, K. L., & Roberts, R. M. (1991). Question answering in the context of stories. Journal of Experimental Psychology: General, 120(3), 254–277.CrossRef
Zurück zum Zitat Green, M. C., & Brock, T. C. (2000). The role of transportation in the persuasiveness of public narratives. Journal of Personality and Social Psychology, 79(5), 701–721.CrossRef Green, M. C., & Brock, T. C. (2000). The role of transportation in the persuasiveness of public narratives. Journal of Personality and Social Psychology, 79(5), 701–721.CrossRef
Zurück zum Zitat Johnson-Laird, P. (2002). How jazz musicians improvise. Music Perception, 19(3). Johnson-Laird, P. (2002). How jazz musicians improvise. Music Perception, 19(3).
Zurück zum Zitat Kolodner, J. (1993a). Case-based reasoning. San Francisco: Morgan Kaufmann Publishers. Kolodner, J. (1993a). Case-based reasoning. San Francisco: Morgan Kaufmann Publishers.
Zurück zum Zitat Kolodner, J. (1993b). Understanding creativity: A case-based approach. In Proceedings of the 1st European workshop on case-based reasoning. Kolodner, J. (1993b). Understanding creativity: A case-based approach. In Proceedings of the 1st European workshop on case-based reasoning.
Zurück zum Zitat Larkey, L. B., & Love, B. C. (2003). CAB: Connectionist analogy builder. Cognitive Science, 27, 781–794.CrossRef Larkey, L. B., & Love, B. C. (2003). CAB: Connectionist analogy builder. Cognitive Science, 27, 781–794.CrossRef
Zurück zum Zitat Lebowitz, M. (1987). Planning stories. In Proceedings of the 9th annual conference of the cognitive science society. Lebowitz, M. (1987). Planning stories. In Proceedings of the 9th annual conference of the cognitive science society.
Zurück zum Zitat Mateas, M., & Sengers, P. (1999). Narrative intelligence. In M. Mateas & P. Sengers (Eds.), Narrative Intelligence: Papers from the 1999 fall symposium, Technical report FS-99-01. Menlo Park, CA: AAAI Press. Mateas, M., & Sengers, P. (1999). Narrative intelligence. In M. Mateas & P. Sengers (Eds.), Narrative Intelligence: Papers from the 1999 fall symposium, Technical report FS-99-01. Menlo Park, CA: AAAI Press.
Zurück zum Zitat Meehan, J. R. (1976). The Metanovel: Writing stories by computers. Ph.D. thesis, Yale University. Meehan, J. R. (1976). The Metanovel: Writing stories by computers. Ph.D. thesis, Yale University.
Zurück zum Zitat O’Neill, B., & Riedl, M. O. (2009). Supporting human creative story authoring with a synthetic audience. In Proceedings of the 7th creativity and cognition conference. O’Neill, B., & Riedl, M. O. (2009). Supporting human creative story authoring with a synthetic audience. In Proceedings of the 7th creativity and cognition conference.
Zurück zum Zitat Penberthy, J. S., & Weld, D. S. (1992). UCPOP: A sound, complete, partial-order planner for ADL. In Proceedings of the 3rd international conference on knowledge representation and reasoning. Penberthy, J. S., & Weld, D. S. (1992). UCPOP: A sound, complete, partial-order planner for ADL. In Proceedings of the 3rd international conference on knowledge representation and reasoning.
Zurück zum Zitat Pérez y Pérez, R., & Sharples, M. (2001). MEXICA: A computer model of a cognitive account of creative writing. Journal of Experimental and Theoretical Artificial Intelligence, 13. Pérez y Pérez, R., & Sharples, M. (2001). MEXICA: A computer model of a cognitive account of creative writing. Journal of Experimental and Theoretical Artificial Intelligence, 13.
Zurück zum Zitat Porteous, J., & Cavazza, M. (2009). Controlling narrative generation with planning trajectories: The role of constraints. In Proceedings of the 2nd international conference on interactive digital storytelling. Porteous, J., & Cavazza, M. (2009). Controlling narrative generation with planning trajectories: The role of constraints. In Proceedings of the 2nd international conference on interactive digital storytelling.
Zurück zum Zitat Rattermann, M., Spector, L., Grafman, J., Levin, H., & Harward, H. (2001). Partial and total-order planning: Evidence from normal and prefrontally damaged populations. Cognitive Science, 25, 941–975.CrossRef Rattermann, M., Spector, L., Grafman, J., Levin, H., & Harward, H. (2001). Partial and total-order planning: Evidence from normal and prefrontally damaged populations. Cognitive Science, 25, 941–975.CrossRef
Zurück zum Zitat Riedl, M. O. (2009). Incorporating authorial intent into generative narrative systems. In S. Louchart, D. Roberts, & M. Mehta (Eds.), Intelligent Narrative Technologies II: Papers from the 2009 Spring Symposium, Technical report SS-09-06. Palo Alto, CA: AAAI Press. Riedl, M. O. (2009). Incorporating authorial intent into generative narrative systems. In S. Louchart, D. Roberts, & M. Mehta (Eds.), Intelligent Narrative Technologies II: Papers from the 2009 Spring Symposium, Technical report SS-09-06. Palo Alto, CA: AAAI Press.
Zurück zum Zitat Riedl, M. O., & León, C. (2008). Toward vignette-based story generation for drama management systems. In Proceedings of the 2nd international conference on intelligent technologies for interactive entertainment (INTETAIN), workshop on integrating technologies for interactive stories. Riedl, M. O., & León, C. (2008). Toward vignette-based story generation for drama management systems. In Proceedings of the 2nd international conference on intelligent technologies for interactive entertainment (INTETAIN), workshop on integrating technologies for interactive stories.
Zurück zum Zitat Riedl, M. O., & León, C. (2009). Generating story analogues. In Proceedings of the 5th artificial intelligence and interactive digital entertainment (AIIDE). Riedl, M. O., & León, C. (2009). Generating story analogues. In Proceedings of the 5th artificial intelligence and interactive digital entertainment (AIIDE).
Zurück zum Zitat Riedl, M. O., & Young, R. M. (2004). An intent-driven planner for multi-agent story generation. In Proceedings of the 3rd international conference on autonomous agents and multi-agent systems. Riedl, M. O., & Young, R. M. (2004). An intent-driven planner for multi-agent story generation. In Proceedings of the 3rd international conference on autonomous agents and multi-agent systems.
Zurück zum Zitat Riedl, M. O., & Young, R. M. (2006). Story planning as exploratory creativity: Techniques for expanding the narrative search space. New Generation Computing, 24(3), 303–323.MATHCrossRef Riedl, M. O., & Young, R. M. (2006). Story planning as exploratory creativity: Techniques for expanding the narrative search space. New Generation Computing, 24(3), 303–323.MATHCrossRef
Zurück zum Zitat Riedl, M. O., & Young, R. M. (2010). Narrative planning: Balancing plot and character. Journal of Artificial Intelligence Research, (in press). Riedl, M. O., & Young, R. M. (2010). Narrative planning: Balancing plot and character. Journal of Artificial Intelligence Research, (in press).
Zurück zum Zitat Spalzzi, L. (2001). A survey on case-based planning. Artificial Intelligence Review, 16(1), 3–36.CrossRef Spalzzi, L. (2001). A survey on case-based planning. Artificial Intelligence Review, 16(1), 3–36.CrossRef
Zurück zum Zitat Sternberg, R. J., Forsythe, G. B., Hedlund, J., Horvath, J. A., Wagner, R. K., Williams, W. M., et al. (2000). Practical Intelligence in Everyday Life. Cambridge University Press. Sternberg, R. J., Forsythe, G. B., Hedlund, J., Horvath, J. A., Wagner, R. K., Williams, W. M., et al. (2000). Practical Intelligence in Everyday Life. Cambridge University Press.
Zurück zum Zitat Swanson, R., & Gordon, A. (2008). Say anything: A massively collaborative open domain story writing companion. In First international conference on interactive digital storytelling. Swanson, R., & Gordon, A. (2008). Say anything: A massively collaborative open domain story writing companion. In First international conference on interactive digital storytelling.
Zurück zum Zitat Thue, D., Bulitko, V., Spetch, M., & Wasylishen, E. (2007). Interactive storytelling: A player modelling approach. In Proceedings of the 3rd conference on artificial intelligence and interactive digital entertainment. Thue, D., Bulitko, V., Spetch, M., & Wasylishen, E. (2007). Interactive storytelling: A player modelling approach. In Proceedings of the 3rd conference on artificial intelligence and interactive digital entertainment.
Zurück zum Zitat Trabasso, T., Secco, T., & van den Broek, P. (1984). Causal cohesion and story coherence. In H. Mandl, N. Stein, & T. Trabasso (Eds.), Learning and comprehension in text. Hillsdale: Lawrence Erlbaum Associates. Trabasso, T., Secco, T., & van den Broek, P. (1984). Causal cohesion and story coherence. In H. Mandl, N. Stein, & T. Trabasso (Eds.), Learning and comprehension in text. Hillsdale: Lawrence Erlbaum Associates.
Zurück zum Zitat Trabasso, T., & van den Broek, P. (1985). Causal thinking and the representation of narrative events. Journal of Memory and Language, 24, 612–630.CrossRef Trabasso, T., & van den Broek, P. (1985). Causal thinking and the representation of narrative events. Journal of Memory and Language, 24, 612–630.CrossRef
Zurück zum Zitat Turner, S. R. (1994). The creative process: A computer model of storytelling. Hillsdale, NJ: Lawrence Erlbaum Associates. Turner, S. R. (1994). The creative process: A computer model of storytelling. Hillsdale, NJ: Lawrence Erlbaum Associates.
Zurück zum Zitat Weld, D. (1994). An introduction to least commitment planning. AI Magazine, 15. Weld, D. (1994). An introduction to least commitment planning. AI Magazine, 15.
Zurück zum Zitat Wiggins, G. (2003). Categorising creative systems. In Proceedings of the IJCAI 2003 workshop on creative systems. Wiggins, G. (2003). Categorising creative systems. In Proceedings of the IJCAI 2003 workshop on creative systems.
Zurück zum Zitat Wiggins, G. (2006). Searching for computational creativity. New Generation Computing, 24, 3. Wiggins, G. (2006). Searching for computational creativity. New Generation Computing, 24, 3.
Zurück zum Zitat Yannakakis, G., Maragoudakis, M., & Hallam, J. (2009). Preference learning for cognitive modeling: A case study on entertainment preferences. IEEE Systems, Man and Cybernetics; Part A: Systems and Humans, 39(6), 1165–1175.CrossRef Yannakakis, G., Maragoudakis, M., & Hallam, J. (2009). Preference learning for cognitive modeling: A case study on entertainment preferences. IEEE Systems, Man and Cybernetics; Part A: Systems and Humans, 39(6), 1165–1175.CrossRef
Zurück zum Zitat Young, K., & Saver, J. L. (2001). The neurology of narrative. SubStance: A Review of Theory and Literary Criticism, 30, 72–84. Young, K., & Saver, J. L. (2001). The neurology of narrative. SubStance: A Review of Theory and Literary Criticism, 30, 72–84.
Zurück zum Zitat Young, R. M. (1999). Notes on the use of plan structures in the creation of interactive plot. In M. Mateas, & P. Sengers (Eds.), Narrative Intelligence: Papers from the AAAI fall symposium, Technical report FS-99-01. Menlo Park: AAAI Press. Young, R. M. (1999). Notes on the use of plan structures in the creation of interactive plot. In M. Mateas, & P. Sengers (Eds.), Narrative Intelligence: Papers from the AAAI fall symposium, Technical report FS-99-01. Menlo Park: AAAI Press.
Metadaten
Titel
Story Planning: Creativity Through Exploration, Retrieval, and Analogical Transformation
verfasst von
Mark O. Riedl
Publikationsdatum
01.11.2010
Verlag
Springer Netherlands
Erschienen in
Minds and Machines / Ausgabe 4/2010
Print ISSN: 0924-6495
Elektronische ISSN: 1572-8641
DOI
https://doi.org/10.1007/s11023-010-9210-2

Weitere Artikel der Ausgabe 4/2010

Minds and Machines 4/2010 Zur Ausgabe

Premium Partner